{"id":"W2614016961","doi":"10.3201/eid2307.170315","title":"Outbreaks and Surveys: A Dilogy","year":2017,"lang":"en","type":"article","venue":"Emerging infectious diseases","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Outbreak; Geography; Virology; Biology; Environmental health; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001409779,0.000174366,0.0003097971,0.0000761159,0.0005525029,0.0001392183,0.00009979224,0.00005186297,0.0002828609],"category_scores_gemma":[0.0005528432,0.0001538079,0.0001447941,0.00003600104,0.0001516276,0.0001413309,0.0001028528,0.00009578069,0.00003846045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002540441,"about_ca_system_score_gemma":0.00007497924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005812953,"about_ca_topic_score_gemma":0.00009351769,"domain_scores_codex":[0.9989791,0.0000744132,0.0001700112,0.0003296178,0.0001583414,0.0002885066],"domain_scores_gemma":[0.9987513,0.00005339846,0.000120296,0.0006390299,0.00008353207,0.0003523822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006167543,0.0002216051,0.9436961,0.00008768358,0.0001386272,0.00008772603,0.00004114318,0.00000267713,0.0000992041,0.0005919426,0.001335195,0.05363641],"study_design_scores_gemma":[0.002162608,0.0001703941,0.9896571,0.00006079633,0.0003873037,0.00004273998,0.00003174506,0.0003468404,0.00001421818,0.0005297586,0.006422856,0.0001736626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984854,0.002600408,0.0003270724,0.001279008,0.0004455413,0.000311298,0.00005240068,0.0002218558,0.009908387],"genre_scores_gemma":[0.9980048,0.0001870084,0.000007311922,0.0004957221,0.0004281977,0.00005272804,0.00002371802,0.00002830104,0.0007722108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05346275,"threshold_uncertainty_score":0.6272104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025296907211438,"score_gpt":0.2916319130322694,"score_spread":0.2813789439601551,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}